Overview

Dataset info

Number of variables32
Number of observations484
Missing cells2754 (17.8%)
Duplicate rows0 (0.0%)
Total size in memory121.1 KiB
Average record size in memory256.2 B

Variables types

Numeric16
Categorical8
Boolean0
Date0
URL0
Text (Unique)1
Rejected7
Unsupported0

Warnings

Cold_Frac.5-Frac_II+III.@20%FiltrationDuration(h) has 34 (7.0%) missing values Missing
Cold_Frac.5-Frac_II+III.@20%FiltrationEndTime has a high cardinality: 451 distinct values Warning
Cold_Frac.5-Frac_II+III.@20%FiltrationEndTime has 34 (7.0%) missing values Missing
Cold_Frac.5-Frac_II+III.@20%FiltrationStartTime has a high cardinality: 451 distinct values Warning
Cold_Frac.5-Frac_II+III.@20%FiltrationStartTime has 34 (7.0%) missing values Missing
Cold_Frac.5-Frac_II+III.AgingDuration(h) has 34 (7.0%) missing values Missing
Cold_Frac.5-Frac_II+III.Calcs.Fr23@20pctAgingDur(hours) is highly correlated with Cold_Frac.5-Frac_II+III.AgingDuration(h) (ρ = 1) Rejected
Cold_Frac.5-Frac_II+III.Calcs.FRII+III@20%FiltrateStepRecovery has 34 (7.0%) missing values Missing
Cold_Frac.5-Frac_II+III.Calcs.FRII+III_PasteRecovery has 33 (6.8%) missing values Missing
Cold_Frac.5-Frac_II+III.Eth_Addition.EndDT has a high cardinality: 451 distinct values Warning
Cold_Frac.5-Frac_II+III.Eth_Addition.EndDT has 34 (7.0%) missing values Missing
Cold_Frac.5-Frac_II+III.Eth_Addition.StartDT has a high cardinality: 451 distinct values Warning
Cold_Frac.5-Frac_II+III.Eth_Addition.StartDT has 34 (7.0%) missing values Missing
Cold_Frac.5-Frac_II+III.Eth_Addition.TankNr has 34 (7.0%) missing values Missing
Cold_Frac.5-Frac_II+III.Fibra-Cel_(g/L_CPP)(g/L_CPP) has 34 (7.0%) missing values Missing
Cold_Frac.5-Frac_II+III.Fibra-Cel_Wt(kg) has 34 (7.0%) missing values Missing
Cold_Frac.5-Frac_II+III.FR_II+III@20%FiltrateWeight(kg) has 34 (7.0%) missing values Missing
Cold_Frac.5-Frac_II+III.Frac_II_+III_@_20%_Temp_of_of_filtrate_@end_recirculation(°C) has 475 (98.1%) missing values Missing
Cold_Frac.5-Frac_II+III.FRII+III@20%_FinalpH has 34 (7.0%) missing values Missing
Cold_Frac.5-Frac_II+III.Initial_pH has 34 (7.0%) missing values Missing
Cold_Frac.5-Frac_II+III.pH_4_Buffer_Amount(L) has 34 (7.0%) missing values Missing
Cold_Frac.5-Frac_II+III.pH_4_Buffer_Ratio(mL/L) is highly correlated with Cold_Frac.5-Frac_II+III.pH_4_Buffer_Amount(L) (ρ = 0.9544784296) Rejected
Cold_Frac.5-Frac_II+III.pH_4_Buffer_Weight(kg) is highly correlated with Cold_Frac.5-Frac_II+III.pH_4_Buffer_Ratio(mL/L) (ρ = 0.9544784296) Rejected
Cold_Frac.5-Frac_II+III.pHTiterAmount(mL) has 34 (7.0%) missing values Missing
Cold_Frac.5-Frac_II+III.PostEth_pH has 34 (7.0%) missing values Missing
Cold_Frac.5-Frac_II+III.PostEth_pH_Adj has constant value "nan" Rejected
Cold_Frac.5-Frac_II+III.PostEthTemp(°C) has 474 (97.9%) missing values Missing
Cold_Frac.5-Frac_II+III.PreEthTemp(°C) has 474 (97.9%) missing values Missing
Cold_Frac.5-Frac_II+III.SupernatFrac_I_Vol(L) has 34 (7.0%) missing values Missing
Cold_Frac.5-Frac_II+III.SupernatFrac_I_Wt(kg) is highly correlated with Cold_Frac.5-Frac_II+III.SupernatFrac_I_Vol(L) (ρ = 1) Rejected
Cold_Frac.5-Frac_II+III.SuspensionWeight is highly correlated with Cold_Frac.5-Frac_II+III.SupernatFrac_I_Wt(kg) (ρ = 0.9758838965) Rejected
Cold_Frac.5-Frac_II+III.Weight(kg) has 33 (6.8%) missing values Missing
Cold_Frac.5-Frac_II+III.WeightRatio(g/L) is highly correlated with Cold_Frac.5-Frac_II+III.Calcs.FRII+III_PasteRecovery (ρ = 1) Rejected
Parameter_Set_Date only contains datetime values, but is categorical. Consider applying pd.to_datetime()Type
Parameter_Set_Date has a high cardinality: 266 distinct values Warning
Unnamed_1 only contains datetime values, but is categorical. Consider applying pd.to_datetime()Type
Unnamed_1 has a high cardinality: 266 distinct values Warning

Variables

Cold_Frac.5-Frac_II+III.@20%FiltrationDuration(h)
Numeric

Distinct count435
Unique (%)89.9%
Missing (%)7.0%
Missing (n)34
Infinite (%)0.0%
Infinite (n)0
Mean3.202446296
Minimum2.1875
Maximum7.721944444
Zeros (%)0.0%
Mini histogram

Quantile statistics

Minimum2.1875
5-th percentile2.406625
Q12.782708333
Median3.075555556
Q33.389305556
95-th percentile4.414527778
Maximum7.721944444
Range5.534444444
Interquartile range0.6065972222

Descriptive statistics

Standard deviation0.7200937608
Coef of variation0.2248574041
Kurtosis9.843734835
Mean3.202446296
MAD0.4688866914
Skewness2.54852273
Sum1441.100833
Variance0.5185350244
Memory size3.9 KiB
Histogram
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%) 
3.111388889 2 0.4%
 
2.376666667 2 0.4%
 
3.238888889 2 0.4%
 
2.886111111 2 0.4%
 
2.912777778 2 0.4%
 
3.8175 2 0.4%
 
3.242777778 2 0.4%
 
3.009166667 2 0.4%
 
2.816111111 2 0.4%
 
2.930277778 2 0.4%
 
Other values (424) 430 88.8%
 
(Missing) 34 7.0%
 

Minimum 5 values

ValueCountFrequency (%) 
2.1875 1 0.2%
 
2.288611111 1 0.2%
 
2.2975 1 0.2%
 
2.302222222 1 0.2%
 
2.305277778 1 0.2%
 

Maximum 5 values

ValueCountFrequency (%) 
7.721944444 1 0.2%
 
7.021666667 1 0.2%
 
6.888055556 1 0.2%
 
6.856111111 1 0.2%
 
6.795 1 0.2%
 

Cold_Frac.5-Frac_II+III.@20%FiltrationEndTime
Categorical

Distinct count451
Unique (%)93.2%
Missing (%)7.0%
Missing (n)34
28-Sep-2019 03:39:08 PM
 
1
28-Jan-2019 10:21:59 PM
 
1
21-Mar-2019 12:56:39 AM
 
1
Other values (447)
447
(Missing)
 
34
ValueCountFrequency (%) 
28-Sep-2019 03:39:08 PM 1 0.2%
 
28-Jan-2019 10:21:59 PM 1 0.2%
 
21-Mar-2019 12:56:39 AM 1 0.2%
 
05-Oct-2019 04:14:34 AM 1 0.2%
 
01-May-2019 05:25:27 AM 1 0.2%
 
27-Feb-2019 05:08:51 PM 1 0.2%
 
27-Jul-2019 01:14:18 PM 1 0.2%
 
02-Aug-2019 03:42:36 PM 1 0.2%
 
21-Sep-2019 05:30:03 AM 1 0.2%
 
02-May-2019 03:18:13 PM 1 0.2%
 
Other values (440) 440 90.9%
 
(Missing) 34 7.0%
 
Max length23
Mean length21.59504132
Min length3
Contains charsTrue
Contains digitsTrue
Contains spacesTrue
Contains non-wordsTrue

Cold_Frac.5-Frac_II+III.@20%FiltrationStartTime
Categorical

Distinct count451
Unique (%)93.2%
Missing (%)7.0%
Missing (n)34
11-Mar-2019 08:16:34 PM
 
1
08-Oct-2019 12:05:42 PM
 
1
12-Aug-2019 06:24:56 AM
 
1
Other values (447)
447
(Missing)
 
34
ValueCountFrequency (%) 
11-Mar-2019 08:16:34 PM 1 0.2%
 
08-Oct-2019 12:05:42 PM 1 0.2%
 
12-Aug-2019 06:24:56 AM 1 0.2%
 
04-Jul-2019 02:30:20 PM 1 0.2%
 
24-Jul-2019 09:42:17 PM 1 0.2%
 
11-Sep-2019 07:36:59 AM 1 0.2%
 
07-Oct-2019 08:23:15 AM 1 0.2%
 
31-Aug-2019 07:48:13 PM 1 0.2%
 
02-Jun-2019 12:12:42 PM 1 0.2%
 
14-Apr-2019 12:48:55 PM 1 0.2%
 
Other values (440) 440 90.9%
 
(Missing) 34 7.0%
 
Max length23
Mean length21.59504132
Min length3
Contains charsTrue
Contains digitsTrue
Contains spacesTrue
Contains non-wordsTrue

Cold_Frac.5-Frac_II+III.AgingDuration(h)
Numeric

Distinct count449
Unique (%)92.8%
Missing (%)7.0%
Missing (n)34
Infinite (%)0.0%
Infinite (n)0
Mean19.24986667
Minimum6.13
Maximum96.88638889
Zeros (%)0.0%
Mini histogram

Quantile statistics

Minimum6.13
5-th percentile7.769388889
Q115.19263889
Median19.26763889
Q322.40402778
95-th percentile28.76286111
Maximum96.88638889
Range90.75638889
Interquartile range7.211388889

Descriptive statistics

Standard deviation8.845607071
Coef of variation0.4595152384
Kurtosis32.73131891
Mean19.24986667
MAD5.202444395
Skewness4.163659285
Sum8662.44
Variance78.24476446
Memory size3.9 KiB
Histogram
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%) 
18.87694444 2 0.4%
 
15.43611111 2 0.4%
 
8.990277778 1 0.2%
 
23.985 1 0.2%
 
19.13472222 1 0.2%
 
19.09472222 1 0.2%
 
26.14388889 1 0.2%
 
19.05166667 1 0.2%
 
14.0125 1 0.2%
 
16.35 1 0.2%
 
Other values (438) 438 90.5%
 
(Missing) 34 7.0%
 

Minimum 5 values

ValueCountFrequency (%) 
6.13 1 0.2%
 
6.448888889 1 0.2%
 
6.527222222 1 0.2%
 
6.531388889 1 0.2%
 
6.604444444 1 0.2%
 

Maximum 5 values

ValueCountFrequency (%) 
96.88638889 1 0.2%
 
95.16055556 1 0.2%
 
88.82305556 1 0.2%
 
51.49555556 1 0.2%
 
47.41472222 1 0.2%
 

Cold_Frac.5-Frac_II+III.Calcs.Fr23@20pctAgingDur(hours)
Highly correlated

This variable is highly correlated with Cold_Frac.5-Frac_II+III.AgingDuration(h) and should be ignored for analysis

Correlation1

Cold_Frac.5-Frac_II+III.Calcs.FRII+III@20%FiltrateStepRecovery
Numeric

Distinct count451
Unique (%)93.2%
Missing (%)7.0%
Missing (n)34
Infinite (%)0.0%
Infinite (n)0
Mean124.4403021
Minimum-0.05683432793
Maximum136.6433727
Zeros (%)0.0%
Mini histogram

Quantile statistics

Minimum-0.05683432793
5-th percentile122.3176736
Q1123.8048722
Median124.9144019
Q3125.6974603
95-th percentile127.582458
Maximum136.6433727
Range136.7002071
Interquartile range1.892588146

Descriptive statistics

Standard deviation6.601471097
Coef of variation0.05304930142
Kurtosis283.5370683
Mean124.4403021
MAD1.878059474
Skewness-15.25980655
Sum55998.13596
Variance43.57942065
Memory size3.9 KiB
Histogram
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%) 
123.4934774 1 0.2%
 
125.2033587 1 0.2%
 
125.6689479 1 0.2%
 
123.7044946 1 0.2%
 
125.68283 1 0.2%
 
124.3971352 1 0.2%
 
128.2977387 1 0.2%
 
124.3758382 1 0.2%
 
123.5561778 1 0.2%
 
123.1431312 1 0.2%
 
Other values (440) 440 90.9%
 
(Missing) 34 7.0%
 

Minimum 5 values

ValueCountFrequency (%) 
-0.05683432793 1 0.2%
 
102.2148293 1 0.2%
 
104.2776539 1 0.2%
 
106.3649185 1 0.2%
 
106.5362372 1 0.2%
 

Maximum 5 values

ValueCountFrequency (%) 
136.6433727 1 0.2%
 
134.3932315 1 0.2%
 
134.1103274 1 0.2%
 
133.6587171 1 0.2%
 
133.443349 1 0.2%
 

Cold_Frac.5-Frac_II+III.Calcs.FRII+III_PasteRecovery
Numeric

Distinct count452
Unique (%)93.4%
Missing (%)6.8%
Missing (n)33
Infinite (%)0.0%
Infinite (n)0
Mean95.26764418
Minimum86.76193467
Maximum104.3832417
Zeros (%)0.0%
Mini histogram

Quantile statistics

Minimum86.76193467
5-th percentile91.41996483
Q192.99044246
Median94.27802878
Q397.40325991
95-th percentile101.5734143
Maximum104.3832417
Range17.62130705
Interquartile range4.412817446

Descriptive statistics

Standard deviation3.253167979
Coef of variation0.03414766899
Kurtosis-0.3134254707
Mean95.26764418
MAD2.638861138
Skewness0.7367683959
Sum42965.70752
Variance10.5831019
Memory size3.9 KiB
Histogram
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%) 
96.9540086 1 0.2%
 
93.76874723 1 0.2%
 
96.5883343 1 0.2%
 
95.026389 1 0.2%
 
93.31767163 1 0.2%
 
93.05627259 1 0.2%
 
89.88500963 1 0.2%
 
99.05240345 1 0.2%
 
91.92443214 1 0.2%
 
93.25394263 1 0.2%
 
Other values (441) 441 91.1%
 
(Missing) 33 6.8%
 

Minimum 5 values

ValueCountFrequency (%) 
86.76193467 1 0.2%
 
88.98471188 1 0.2%
 
89.44915419 1 0.2%
 
89.51240997 1 0.2%
 
89.88411742 1 0.2%
 

Maximum 5 values

ValueCountFrequency (%) 
104.3832417 1 0.2%
 
104.0770686 1 0.2%
 
103.0056445 1 0.2%
 
102.7648642 1 0.2%
 
102.6970509 1 0.2%
 

Cold_Frac.5-Frac_II+III.Eth_Addition.EndDT
Categorical

Distinct count451
Unique (%)93.2%
Missing (%)7.0%
Missing (n)34
24-Mar-2019 01:07:30 PM
 
1
11-Jul-2019 05:30:40 AM
 
1
24-Aug-2019 03:18:30 AM
 
1
Other values (447)
447
(Missing)
 
34
ValueCountFrequency (%) 
24-Mar-2019 01:07:30 PM 1 0.2%
 
11-Jul-2019 05:30:40 AM 1 0.2%
 
24-Aug-2019 03:18:30 AM 1 0.2%
 
14-Feb-2019 08:15:56 AM 1 0.2%
 
26-May-2019 01:31:04 PM 1 0.2%
 
06-Jul-2019 03:06:24 PM 1 0.2%
 
06-Aug-2019 11:18:35 AM 1 0.2%
 
24-Sep-2019 11:30:56 AM 1 0.2%
 
04-Feb-2019 08:01:47 PM 1 0.2%
 
13-Feb-2019 06:37:09 PM 1 0.2%
 
Other values (440) 440 90.9%
 
(Missing) 34 7.0%
 
Max length23
Mean length21.59504132
Min length3
Contains charsTrue
Contains digitsTrue
Contains spacesTrue
Contains non-wordsTrue

Cold_Frac.5-Frac_II+III.Eth_Addition.StartDT
Categorical

Distinct count451
Unique (%)93.2%
Missing (%)7.0%
Missing (n)34
21-Apr-2019 02:25:12 AM
 
1
02-Aug-2019 04:15:08 AM
 
1
04-Jun-2019 06:48:21 AM
 
1
Other values (447)
447
(Missing)
 
34
ValueCountFrequency (%) 
21-Apr-2019 02:25:12 AM 1 0.2%
 
02-Aug-2019 04:15:08 AM 1 0.2%
 
04-Jun-2019 06:48:21 AM 1 0.2%
 
19-May-2019 08:39:10 PM 1 0.2%
 
25-Dec-2018 05:59:41 PM 1 0.2%
 
27-Jun-2019 09:34:30 PM 1 0.2%
 
02-May-2019 11:00:56 AM 1 0.2%
 
09-Apr-2019 11:31:20 AM 1 0.2%
 
17-Jun-2019 05:07:31 AM 1 0.2%
 
30-Jul-2019 02:40:04 PM 1 0.2%
 
Other values (440) 440 90.9%
 
(Missing) 34 7.0%
 
Max length23
Mean length21.59504132
Min length3
Contains charsTrue
Contains digitsTrue
Contains spacesTrue
Contains non-wordsTrue

Cold_Frac.5-Frac_II+III.Eth_Addition.TankNr
Categorical

Distinct count4
Unique (%)0.8%
Missing (%)7.0%
Missing (n)34
V-011
151
V-010
150
V-012
149
(Missing)
34
ValueCountFrequency (%) 
V-011 151 31.2%
 
V-010 150 31.0%
 
V-012 149 30.8%
 
(Missing) 34 7.0%
 
Max length5
Mean length4.859504132
Min length3
Contains charsTrue
Contains digitsTrue
Contains spacesFalse
Contains non-wordsTrue

Cold_Frac.5-Frac_II+III.Fibra-Cel_(g/L_CPP)(g/L_CPP)
Numeric

Distinct count448
Unique (%)92.6%
Missing (%)7.0%
Missing (n)34
Infinite (%)0.0%
Infinite (n)0
Mean22.1111037
Minimum19.95622632
Maximum24.30332376
Zeros (%)0.0%
Mini histogram

Quantile statistics

Minimum19.95622632
5-th percentile21.51643721
Q121.90134708
Median22.04273939
Q322.21565381
95-th percentile22.83218302
Maximum24.30332376
Range4.347097447
Interquartile range0.3143067342

Descriptive statistics

Standard deviation0.4606844361
Coef of variation0.02083498148
Kurtosis5.907218229
Mean22.1111037
MAD0.2995387512
Skewness1.47096038
Sum9949.996665
Variance0.2122301497
Memory size3.9 KiB
Histogram
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%) 
22.04128709 2 0.4%
 
22.15098689 2 0.4%
 
21.7143978 2 0.4%
 
21.94294705 1 0.2%
 
22.12987891 1 0.2%
 
22.14199681 1 0.2%
 
21.85330595 1 0.2%
 
21.71241027 1 0.2%
 
22.624995 1 0.2%
 
22.29141953 1 0.2%
 
Other values (437) 437 90.3%
 
(Missing) 34 7.0%
 

Minimum 5 values

ValueCountFrequency (%) 
19.95622632 1 0.2%
 
21.09381067 1 0.2%
 
21.20303669 1 0.2%
 
21.27186481 1 0.2%
 
21.37961859 1 0.2%
 

Maximum 5 values

ValueCountFrequency (%) 
24.30332376 1 0.2%
 
24.09828545 1 0.2%
 
24.08433255 1 0.2%
 
24.07798605 1 0.2%
 
23.96530343 1 0.2%
 

Cold_Frac.5-Frac_II+III.Fibra-Cel_Wt(kg)
Numeric

Distinct count38
Unique (%)7.9%
Missing (%)7.0%
Missing (n)34
Infinite (%)0.0%
Infinite (n)0
Mean161.8266667
Minimum146
Maximum181
Zeros (%)0.0%
Mini histogram

Quantile statistics

Minimum146
5-th percentile149
Q1157.5
Median164
Q3166
95-th percentile170
Maximum181
Range35
Interquartile range8.5

Descriptive statistics

Standard deviation7.080173069
Coef of variation0.04375158443
Kurtosis-0.3148430669
Mean161.8266667
MAD5.66971763
Skewness-0.5765785773
Sum72822
Variance50.12885069
Memory size3.9 KiB
Histogram
Histogram with fixed size bins (bins=38)
ValueCountFrequency (%) 
165 66 13.6%
 
166 50 10.3%
 
164 49 10.1%
 
167 29 6.0%
 
163 27 5.6%
 
151 23 4.8%
 
162 22 4.5%
 
150 18 3.7%
 
152 18 3.7%
 
161 18 3.7%
 
Other values (27) 130 26.9%
 
(Missing) 34 7.0%
 

Minimum 5 values

ValueCountFrequency (%) 
146 4 0.8%
 
147 5 1.0%
 
148 5 1.0%
 
149 17 3.5%
 
150 18 3.7%
 

Maximum 5 values

ValueCountFrequency (%) 
181 1 0.2%
 
180 2 0.4%
 
179 1 0.2%
 
178 1 0.2%
 
177 1 0.2%
 

Cold_Frac.5-Frac_II+III.FR_II+III@20%FiltrateWeight(kg)
Numeric

Distinct count335
Unique (%)69.2%
Missing (%)7.0%
Missing (n)34
Infinite (%)0.0%
Infinite (n)0
Mean9335.482222
Minimum-4
Maximum10330
Zeros (%)0.0%
Mini histogram

Quantile statistics

Minimum-4
5-th percentile8645.8
Q19054
Median9529.5
Q39623.5
95-th percentile9720.2
Maximum10330
Range10334
Interquartile range569.5

Descriptive statistics

Standard deviation596.3139342
Coef of variation0.06387607196
Kurtosis133.4769313
Mean9335.482222
MAD358.505758
Skewness-8.909779535
Sum4200967
Variance355590.3081
Memory size3.9 KiB
Histogram
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%) 
9609 4 0.8%
 
9540 4 0.8%
 
9588 4 0.8%
 
9496 3 0.6%
 
9519 3 0.6%
 
9578 3 0.6%
 
9581 3 0.6%
 
9551 3 0.6%
 
9604 3 0.6%
 
8777 3 0.6%
 
Other values (324) 417 86.2%
 
(Missing) 34 7.0%
 

Minimum 5 values

ValueCountFrequency (%) 
-4 1 0.2%
 
7804 1 0.2%
 
7947 1 0.2%
 
7989 1 0.2%
 
8054 1 0.2%
 

Maximum 5 values

ValueCountFrequency (%) 
10330 1 0.2%
 
9934 1 0.2%
 
9899 1 0.2%
 
9819 1 0.2%
 
9805 1 0.2%
 

Cold_Frac.5-Frac_II+III.Frac_II_+III_@_20%_Temp_of_of_filtrate_@end_recirculation(°C)
Numeric

Distinct count10
Unique (%)2.1%
Missing (%)98.1%
Missing (n)475
Infinite (%)0.0%
Infinite (n)0
Mean-4.393274519
Minimum-5.332933903
Maximum-3.714850426
Zeros (%)0.0%
Mini histogram

Quantile statistics

Minimum-5.332933903
5-th percentile-5.308234692
Q1-4.599808693
Median-4.331887245
Q3-3.952740192
95-th percentile-3.767751312
Maximum-3.714850426
Range1.618083477
Interquartile range0.6470685005

Descriptive statistics

Standard deviation0.5848315891
Coef of variation-0.1331197462
Kurtosis-0.63103368
Mean-4.393274519
MAD0.4498010918
Skewness-0.7473220624
Sum-39.53947067
Variance0.3420279876
Memory size3.9 KiB
Histogram
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
-4.331887245 1 0.2%
 
-3.952740192 1 0.2%
 
-4.104483604 1 0.2%
 
-3.847102642 1 0.2%
 
-4.599808693 1 0.2%
 
-4.384478092 1 0.2%
 
-5.271185875 1 0.2%
 
-5.332933903 1 0.2%
 
-3.714850426 1 0.2%
 
(Missing) 475 98.1%
 

Minimum 5 values

ValueCountFrequency (%) 
-5.332933903 1 0.2%
 
-5.271185875 1 0.2%
 
-4.599808693 1 0.2%
 
-4.384478092 1 0.2%
 
-4.331887245 1 0.2%
 

Maximum 5 values

ValueCountFrequency (%) 
-3.714850426 1 0.2%
 
-3.847102642 1 0.2%
 
-3.952740192 1 0.2%
 
-4.104483604 1 0.2%
 
-4.331887245 1 0.2%
 

Cold_Frac.5-Frac_II+III.FRII+III@20%_FinalpH
Categorical

Distinct count4
Unique (%)0.8%
Missing (%)7.0%
Missing (n)34
6.9
296
6.8
113
7
 
41
(Missing)
 
34
ValueCountFrequency (%) 
6.9 296 61.2%
 
6.8 113 23.3%
 
7 41 8.5%
 
(Missing) 34 7.0%
 
Max length3
Mean length3
Min length3
Contains charsTrue
Contains digitsTrue
Contains spacesFalse
Contains non-wordsTrue

Cold_Frac.5-Frac_II+III.Initial_pH
Numeric

Distinct count35
Unique (%)7.2%
Missing (%)7.0%
Missing (n)34
Infinite (%)0.0%
Infinite (n)0
Mean7.300911111
Minimum7.05
Maximum7.53
Zeros (%)0.0%
Mini histogram

Quantile statistics

Minimum7.05
5-th percentile7.21
Q17.26
Median7.3
Q37.34
95-th percentile7.4
Maximum7.53
Range0.48
Interquartile range0.08

Descriptive statistics

Standard deviation0.06000234673
Coef of variation0.008218473807
Kurtosis1.193561802
Mean7.300911111
MAD0.04667683951
Skewness-0.1333810461
Sum3285.41
Variance0.003600281613
Memory size3.9 KiB
Histogram
Histogram with fixed size bins (bins=35)
ValueCountFrequency (%) 
7.32 37 7.6%
 
7.33 35 7.2%
 
7.29 35 7.2%
 
7.3 31 6.4%
 
7.35 29 6.0%
 
7.27 29 6.0%
 
7.24 29 6.0%
 
7.31 25 5.2%
 
7.28 21 4.3%
 
7.36 21 4.3%
 
Other values (24) 158 32.6%
 
(Missing) 34 7.0%
 

Minimum 5 values

ValueCountFrequency (%) 
7.05 1 0.2%
 
7.1 2 0.4%
 
7.13 1 0.2%
 
7.14 2 0.4%
 
7.18 2 0.4%
 

Maximum 5 values

ValueCountFrequency (%) 
7.53 1 0.2%
 
7.52 1 0.2%
 
7.46 1 0.2%
 
7.44 1 0.2%
 
7.43 2 0.4%
 

Cold_Frac.5-Frac_II+III.pH_4_Buffer_Amount(L)
Numeric

Distinct count323
Unique (%)66.7%
Missing (%)7.0%
Missing (n)34
Infinite (%)0.0%
Infinite (n)0
Mean13.11632145
Minimum7.071564972
Maximum23.20150659
Zeros (%)0.0%
Mini histogram

Quantile statistics

Minimum7.071564972
5-th percentile10.40725047
Q112.1680791
Median13.16854991
Q314.12664783
95-th percentile15.95810311
Maximum23.20150659
Range16.12994162
Interquartile range1.958568738

Descriptive statistics

Standard deviation1.752847757
Coef of variation0.1336386703
Kurtosis3.41677592
Mean13.11632145
MAD1.297456973
Skewness0.4399031362
Sum5902.344651
Variance3.07247526
Memory size3.9 KiB
Histogram
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%) 
14.26553672 4 0.8%
 
13.34274953 4 0.8%
 
12.47645951 4 0.8%
 
13.06967985 4 0.8%
 
13.27683616 3 0.6%
 
11.3559322 3 0.6%
 
11.91148776 3 0.6%
 
13.82297552 3 0.6%
 
14.36911488 3 0.6%
 
14.42561205 3 0.6%
 
Other values (312) 416 86.0%
 
(Missing) 34 7.0%
 

Minimum 5 values

ValueCountFrequency (%) 
7.071564972 1 0.2%
 
8.145011299 1 0.2%
 
8.258003766 1 0.2%
 
8.286251412 1 0.2%
 
8.314499058 1 0.2%
 

Maximum 5 values

ValueCountFrequency (%) 
23.20150659 1 0.2%
 
21.26177024 1 0.2%
 
18.3992467 1 0.2%
 
17.5047081 1 0.2%
 
17.24105461 1 0.2%
 

Cold_Frac.5-Frac_II+III.pH_4_Buffer_Ratio(mL/L)
Highly correlated

This variable is highly correlated with Cold_Frac.5-Frac_II+III.pH_4_Buffer_Amount(L) and should be ignored for analysis

Correlation0.9544784296

Cold_Frac.5-Frac_II+III.pH_4_Buffer_Weight(kg)
Highly correlated

This variable is highly correlated with Cold_Frac.5-Frac_II+III.pH_4_Buffer_Ratio(mL/L) and should be ignored for analysis

Correlation0.9544784296

Cold_Frac.5-Frac_II+III.pHTiterAmount(mL)
Numeric

Distinct count17
Unique (%)3.5%
Missing (%)7.0%
Missing (n)34
Infinite (%)0.0%
Infinite (n)0
Mean1.484
Minimum0.7
Maximum2.7
Zeros (%)0.0%
Mini histogram

Quantile statistics

Minimum0.7
5-th percentile1.2
Q11.4
Median1.5
Q31.6
95-th percentile1.7
Maximum2.7
Range2
Interquartile range0.2

Descriptive statistics

Standard deviation0.1692693588
Coef of variation0.1140629102
Kurtosis8.846819261
Mean1.484
MAD0.1166755556
Skewness0.8226035411
Sum667.8
Variance0.02865211581
Memory size3.9 KiB
Histogram
Histogram with fixed size bins (bins=17)
ValueCountFrequency (%) 
1.5 136 28.1%
 
1.4 111 22.9%
 
1.6 90 18.6%
 
1.3 40 8.3%
 
1.7 32 6.6%
 
1.2 19 3.9%
 
1.8 7 1.4%
 
1 5 1.0%
 
1.9 3 0.6%
 
1.1 1 0.2%
 
Other values (6) 6 1.2%
 
(Missing) 34 7.0%
 

Minimum 5 values

ValueCountFrequency (%) 
0.7 1 0.2%
 
0.9 1 0.2%
 
1 5 1.0%
 
1.1 1 0.2%
 
1.2 19 3.9%
 

Maximum 5 values

ValueCountFrequency (%) 
2.7 1 0.2%
 
2.4 1 0.2%
 
2.1 1 0.2%
 
2 1 0.2%
 
1.9 3 0.6%
 

Cold_Frac.5-Frac_II+III.PostEth_pH
Numeric

Distinct count21
Unique (%)4.3%
Missing (%)7.0%
Missing (n)34
Infinite (%)0.0%
Infinite (n)0
Mean6.871244444
Minimum6.8
Maximum7
Zeros (%)0.0%
Mini histogram

Quantile statistics

Minimum6.8
5-th percentile6.8
Q16.84
Median6.87
Q36.9
95-th percentile6.95
Maximum7
Range0.2
Interquartile range0.06

Descriptive statistics

Standard deviation0.04359928666
Coef of variation0.006345180559
Kurtosis-0.1210733022
Mean6.871244444
MAD0.03496612346
Skewness0.4066949296
Sum3092.06
Variance0.001900897798
Memory size3.9 KiB
Histogram
Histogram with fixed size bins (bins=21)
ValueCountFrequency (%) 
6.88 43 8.9%
 
6.87 40 8.3%
 
6.84 38 7.9%
 
6.86 38 7.9%
 
6.89 37 7.6%
 
6.85 34 7.0%
 
6.8 32 6.6%
 
6.9 29 6.0%
 
6.83 29 6.0%
 
6.91 22 4.5%
 
Other values (10) 108 22.3%
 
(Missing) 34 7.0%
 

Minimum 5 values

ValueCountFrequency (%) 
6.8 32 6.6%
 
6.81 16 3.3%
 
6.82 20 4.1%
 
6.83 29 6.0%
 
6.84 38 7.9%
 

Maximum 5 values

ValueCountFrequency (%) 
7 5 1.0%
 
6.99 1 0.2%
 
6.97 4 0.8%
 
6.96 5 1.0%
 
6.95 11 2.3%
 

Cold_Frac.5-Frac_II+III.PostEth_pH_Adj
Constant

This variable is constant and should be ignored for analysis

Constant valuenan

Cold_Frac.5-Frac_II+III.PostEthTemp(°C)
Numeric

Distinct count11
Unique (%)2.3%
Missing (%)97.9%
Missing (n)474
Infinite (%)0.0%
Infinite (n)0
Mean-6.010807943
Minimum-6.042644024
Maximum-5.992065907
Zeros (%)0.0%
Mini histogram

Quantile statistics

Minimum-6.042644024
5-th percentile-6.037737727
Q1-6.022349954
Median-6.009228945
Q3-5.994526625
95-th percentile-5.992492914
Maximum-5.992065907
Range0.05057811737
Interquartile range0.02782332897

Descriptive statistics

Standard deviation0.01778184245
Coef of variation-0.002958311532
Kurtosis-0.829902384
Mean-6.010807943
MAD0.01429581642
Skewness-0.5911756915
Sum-60.10807943
Variance0.000316193921
Memory size3.9 KiB
Histogram
Histogram with fixed size bins (bins=11)
ValueCountFrequency (%) 
-6.015555382 1 0.2%
 
-5.992065907 1 0.2%
 
-5.99592495 1 0.2%
 
-6.00749445 1 0.2%
 
-6.042644024 1 0.2%
 
-6.01096344 1 0.2%
 
-5.994060516 1 0.2%
 
-6.024614811 1 0.2%
 
-5.993014812 1 0.2%
 
-6.031741142 1 0.2%
 
(Missing) 474 97.9%
 

Minimum 5 values

ValueCountFrequency (%) 
-6.042644024 1 0.2%
 
-6.031741142 1 0.2%
 
-6.024614811 1 0.2%
 
-6.015555382 1 0.2%
 
-6.01096344 1 0.2%
 

Maximum 5 values

ValueCountFrequency (%) 
-5.992065907 1 0.2%
 
-5.993014812 1 0.2%
 
-5.994060516 1 0.2%
 
-5.99592495 1 0.2%
 
-6.00749445 1 0.2%
 

Cold_Frac.5-Frac_II+III.PreEthTemp(°C)
Numeric

Distinct count11
Unique (%)2.3%
Missing (%)97.9%
Missing (n)474
Infinite (%)0.0%
Infinite (n)0
Mean-1.037176752
Minimum-1.062852263
Maximum-1.00072372
Zeros (%)0.0%
Mini histogram

Quantile statistics

Minimum-1.062852263
5-th percentile-1.062271243
Q1-1.060372949
Median-1.032375932
Q3-1.024964452
95-th percentile-1.006077677
Maximum-1.00072372
Range0.06212854385
Interquartile range0.03540849686

Descriptive statistics

Standard deviation0.02248345863
Coef of variation-0.02167755745
Kurtosis-1.364905586
Mean-1.037176752
MAD0.01896882534
Skewness0.1592598901
Sum-10.37176752
Variance0.0005055059118
Memory size3.9 KiB
Histogram
Histogram with fixed size bins (bins=11)
ValueCountFrequency (%) 
-1.012621403 1 0.2%
 
-1.025250196 1 0.2%
 
-1.00072372 1 0.2%
 
-1.061177015 1 0.2%
 
-1.024869204 1 0.2%
 
-1.062852263 1 0.2%
 
-1.057960749 1 0.2%
 
-1.029535651 1 0.2%
 
-1.035216212 1 0.2%
 
-1.061561108 1 0.2%
 
(Missing) 474 97.9%
 

Minimum 5 values

ValueCountFrequency (%) 
-1.062852263 1 0.2%
 
-1.061561108 1 0.2%
 
-1.061177015 1 0.2%
 
-1.057960749 1 0.2%
 
-1.035216212 1 0.2%
 

Maximum 5 values

ValueCountFrequency (%) 
-1.00072372 1 0.2%
 
-1.012621403 1 0.2%
 
-1.024869204 1 0.2%
 
-1.025250196 1 0.2%
 
-1.029535651 1 0.2%
 

Cold_Frac.5-Frac_II+III.SupernatFrac_I_Vol(L)
Numeric

Distinct count407
Unique (%)84.1%
Missing (%)7.0%
Missing (n)34
Infinite (%)0.0%
Infinite (n)0
Mean8100.79721
Minimum7364.913861
Maximum8439.475248
Zeros (%)0.0%
Mini histogram

Quantile statistics

Minimum7364.913861
5-th percentile7526.583614
Q17706.564604
Median8261.787129
Q38313.157921
95-th percentile8379.352574
Maximum8439.475248
Range1074.561386
Interquartile range606.5933168

Descriptive statistics

Standard deviation318.0337641
Coef of variation0.0392595637
Kurtosis-0.7324061168
Mean8100.79721
MAD273.8143473
Skewness-1.019061802
Sum3645358.745
Variance101145.4751
Memory size3.9 KiB
Histogram
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%) 
8296.49703 4 0.8%
 
8292.633663 3 0.6%
 
8292.529703 3 0.6%
 
8220.136634 3 0.6%
 
8258.811881 3 0.6%
 
8270.817822 3 0.6%
 
8334.180198 2 0.4%
 
8374.935644 2 0.4%
 
7625.762376 2 0.4%
 
8345.983168 2 0.4%
 
Other values (396) 423 87.4%
 
(Missing) 34 7.0%
 

Minimum 5 values

ValueCountFrequency (%) 
7364.913861 1 0.2%
 
7422.618812 1 0.2%
 
7424.99604 1 0.2%
 
7428.166337 1 0.2%
 
7430.344554 1 0.2%
 

Maximum 5 values

ValueCountFrequency (%) 
8439.475248 1 0.2%
 
8438.571287 1 0.2%
 
8438.39604 1 0.2%
 
8427.4 1 0.2%
 
8422.441584 1 0.2%
 

Cold_Frac.5-Frac_II+III.SupernatFrac_I_Wt(kg)
Highly correlated

This variable is highly correlated with Cold_Frac.5-Frac_II+III.SupernatFrac_I_Vol(L) and should be ignored for analysis

Correlation1

Cold_Frac.5-Frac_II+III.SuspensionWeight
Highly correlated

This variable is highly correlated with Cold_Frac.5-Frac_II+III.SupernatFrac_I_Wt(kg) and should be ignored for analysis

Correlation0.9758838965

Cold_Frac.5-Frac_II+III.Weight(kg)
Numeric

Distinct count72
Unique (%)14.9%
Missing (%)6.8%
Missing (n)33
Infinite (%)0.0%
Infinite (n)0
Mean713.9201774
Minimum663
Maximum751
Zeros (%)0.0%
Mini histogram

Quantile statistics

Minimum663
5-th percentile691
Q1704
Median714
Q3724
95-th percentile738
Maximum751
Range88
Interquartile range20

Descriptive statistics

Standard deviation14.64977257
Coef of variation0.02052018284
Kurtosis0.02663469629
Mean713.9201774
MAD11.68478031
Skewness-0.08068009603
Sum321978
Variance214.6158364
Memory size3.9 KiB
Histogram
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%) 
720 17 3.5%
 
714 17 3.5%
 
710 17 3.5%
 
719 16 3.3%
 
726 14 2.9%
 
704 13 2.7%
 
722 13 2.7%
 
703 13 2.7%
 
721 12 2.5%
 
707 12 2.5%
 
Other values (61) 307 63.4%
 
(Missing) 33 6.8%
 

Minimum 5 values

ValueCountFrequency (%) 
663 1 0.2%
 
674 1 0.2%
 
675 1 0.2%
 
677 1 0.2%
 
681 2 0.4%
 

Maximum 5 values

ValueCountFrequency (%) 
751 1 0.2%
 
750 2 0.4%
 
749 2 0.4%
 
748 1 0.2%
 
746 3 0.6%
 

Cold_Frac.5-Frac_II+III.WeightRatio(g/L)
Highly correlated

This variable is highly correlated with Cold_Frac.5-Frac_II+III.Calcs.FRII+III_PasteRecovery and should be ignored for analysis

Correlation1

df_index
Categorical, Unique

First 5 values
LB1899343
LB1899344
LB1899353
LB1899354
LB1899476
Last 5 values
LR1999456
LR1999458
LR1999470
LR1999472
LR1999474

First 5 values

ValueCountFrequency (%) 
LB1899343 1 0.2%
 
LB1899344 1 0.2%
 
LB1899353 1 0.2%
 
LB1899354 1 0.2%
 
LB1899476 1 0.2%
 

Last 5 values

ValueCountFrequency (%) 
LR1999474 1 0.2%
 
LR1999472 1 0.2%
 
LR1999470 1 0.2%
 
LR1999458 1 0.2%
 
LR1999456 1 0.2%
 

Parameter_Set_Date
Categorical

Distinct count266
Unique (%)55.0%
Missing (%)0.0%
Missing (n)0
01-Oct-2019 05:00:00 PM
 
11
17-Jan-2019 04:00:00 PM
 
10
11-Jan-2019 04:00:00 PM
 
9
Other values (263)
454
ValueCountFrequency (%) 
01-Oct-2019 05:00:00 PM 11 2.3%
 
17-Jan-2019 04:00:00 PM 10 2.1%
 
11-Jan-2019 04:00:00 PM 9 1.9%
 
07-Oct-2019 05:00:00 PM 8 1.7%
 
06-Sep-2019 05:00:00 PM 7 1.4%
 
02-Oct-2019 05:00:00 PM 6 1.2%
 
30-Sep-2019 05:00:00 PM 5 1.0%
 
08-Oct-2019 05:00:00 PM 5 1.0%
 
03-Oct-2019 05:00:00 PM 5 1.0%
 
12-Mar-2019 05:00:00 PM 4 0.8%
 
Other values (256) 414 85.5%
 
Max length23
Mean length23
Min length23
Contains charsTrue
Contains digitsTrue
Contains spacesTrue
Contains non-wordsTrue

Unnamed_1
Categorical

Distinct count266
Unique (%)55.0%
Missing (%)0.0%
Missing (n)0
01-Oct-2019 05:00:00 PM
 
11
17-Jan-2019 04:00:00 PM
 
10
11-Jan-2019 04:00:00 PM
 
9
Other values (263)
454
ValueCountFrequency (%) 
01-Oct-2019 05:00:00 PM 11 2.3%
 
17-Jan-2019 04:00:00 PM 10 2.1%
 
11-Jan-2019 04:00:00 PM 9 1.9%
 
07-Oct-2019 05:00:00 PM 8 1.7%
 
06-Sep-2019 05:00:00 PM 7 1.4%
 
02-Oct-2019 05:00:00 PM 6 1.2%
 
30-Sep-2019 05:00:00 PM 5 1.0%
 
08-Oct-2019 05:00:00 PM 5 1.0%
 
03-Oct-2019 05:00:00 PM 5 1.0%
 
12-Mar-2019 05:00:00 PM 4 0.8%
 
Other values (256) 414 85.5%
 
Max length23
Mean length23
Min length23
Contains charsTrue
Contains digitsTrue
Contains spacesTrue
Contains non-wordsTrue

Correlations

Missing values

Sample

First rows

Cold_Frac.5-Frac_II+III.@20%FiltrationDuration(h)Cold_Frac.5-Frac_II+III.@20%FiltrationEndTimeCold_Frac.5-Frac_II+III.@20%FiltrationStartTimeCold_Frac.5-Frac_II+III.AgingDuration(h)Cold_Frac.5-Frac_II+III.Calcs.Fr23@20pctAgingDur(hours)Cold_Frac.5-Frac_II+III.Calcs.FRII+III@20%FiltrateStepRecoveryCold_Frac.5-Frac_II+III.Calcs.FRII+III_PasteRecoveryCold_Frac.5-Frac_II+III.Eth_Addition.EndDTCold_Frac.5-Frac_II+III.Eth_Addition.StartDTCold_Frac.5-Frac_II+III.Eth_Addition.TankNrCold_Frac.5-Frac_II+III.Fibra-Cel_(g/L_CPP)(g/L_CPP)Cold_Frac.5-Frac_II+III.Fibra-Cel_Wt(kg)Cold_Frac.5-Frac_II+III.FR_II+III@20%FiltrateWeight(kg)Cold_Frac.5-Frac_II+III.Frac_II_+III_@_20%_Temp_of_of_filtrate_@end_recirculation(°C)Cold_Frac.5-Frac_II+III.FRII+III@20%_FinalpHCold_Frac.5-Frac_II+III.Initial_pHCold_Frac.5-Frac_II+III.pH_4_Buffer_Amount(L)Cold_Frac.5-Frac_II+III.pH_4_Buffer_Ratio(mL/L)Cold_Frac.5-Frac_II+III.pH_4_Buffer_Weight(kg)Cold_Frac.5-Frac_II+III.pHTiterAmount(mL)Cold_Frac.5-Frac_II+III.PostEth_pHCold_Frac.5-Frac_II+III.PostEth_pH_AdjCold_Frac.5-Frac_II+III.PostEthTemp(°C)Cold_Frac.5-Frac_II+III.PreEthTemp(°C)Cold_Frac.5-Frac_II+III.SupernatFrac_I_Vol(L)Cold_Frac.5-Frac_II+III.SupernatFrac_I_Wt(kg)Cold_Frac.5-Frac_II+III.SuspensionWeightCold_Frac.5-Frac_II+III.Weight(kg)Cold_Frac.5-Frac_II+III.WeightRatio(g/L)df_indexParameter_Set_DateUnnamed_1
03.45027805-Jan-2019 12:44:04 AM04-Jan-2019 09:17:03 PM15.96861115.968611126.30245793.75081604-Jan-2019 05:18:56 AM03-Jan-2019 09:52:23 PMV-01122.083018165.09673.0NaN6.87.3513.8323921.68520714.691.66.82NaNNaNNaN8208.1237628290.2059399.000718.096.094586LB199900301-Jan-2019 04:00:00 PM01-Jan-2019 04:00:00 PM
12.67916705-Jan-2019 03:17:38 PM05-Jan-2019 12:36:53 PM17.68611117.686111124.921235100.24632004-Jan-2019 06:55:43 PM04-Jan-2019 12:01:15 PMV-01222.165177151.08723.0NaN6.97.3313.3804141.78029314.211.66.89NaNNaNNaN7515.8485157591.0078614.000700.0102.752478LR199900401-Jan-2019 04:00:00 PM01-Jan-2019 04:00:00 PM
23.17944406-Jan-2019 03:57:34 AM06-Jan-2019 12:46:48 AM11.71055611.710556125.78855193.57903805-Jan-2019 01:04:10 PM05-Jan-2019 05:35:20 AMV-01022.403345167.09611.0NaN6.97.3312.5423731.51846313.321.46.90NaNNaNNaN8259.9108918342.5109483.000715.095.918514LB199900502-Jan-2019 04:00:00 PM02-Jan-2019 04:00:00 PM
32.67500006-Jan-2019 08:02:38 PM06-Jan-2019 05:22:08 PM17.24305617.243056124.32829299.81425206-Jan-2019 12:07:33 AM05-Jan-2019 05:14:56 PMV-01122.089575152.08769.0NaN6.97.3713.0225991.71745913.831.56.93NaNNaNNaN7582.4782187658.3038684.001704.0102.309608LR199900602-Jan-2019 04:00:00 PM02-Jan-2019 04:00:00 PM
42.70472208-Jan-2019 03:07:51 AM08-Jan-2019 12:25:34 AM19.77583319.775833127.300833100.90745107-Jan-2019 04:39:01 AM06-Jan-2019 09:42:56 PMV-01021.419575146.08894.0NaN6.97.2914.2372881.85945915.121.66.88NaNNaNNaN7656.6831687733.2508786.000705.0103.430138LR199900804-Jan-2019 04:00:00 PM04-Jan-2019 04:00:00 PM
53.53833309-Jan-2019 10:35:12 PM09-Jan-2019 07:02:54 PM19.87888919.878889125.52405793.18035508-Jan-2019 11:10:10 PM08-Jan-2019 03:15:32 PMV-01022.092550164.09551.0NaN6.97.3114.1054611.71720714.981.56.87NaNNaNNaN8214.1861398296.3289427.000709.095.509863LB199901105-Jan-2019 04:00:00 PM05-Jan-2019 04:00:00 PM
62.40861109-Jan-2019 09:48:39 AM09-Jan-2019 07:24:08 AM21.82361121.823611125.119509100.25787408-Jan-2019 09:34:43 AM08-Jan-2019 02:49:45 AMV-01222.127000149.08636.0NaN6.87.2613.7758951.84975514.631.66.83NaNNaNNaN7447.4138617521.8888536.000692.0102.764321LR199901005-Jan-2019 04:00:00 PM05-Jan-2019 04:00:00 PM
72.44138910-Jan-2019 05:34:34 PM10-Jan-2019 03:08:05 PM20.34166720.341667124.710042101.65801409-Jan-2019 06:47:35 PM09-Jan-2019 11:55:14 AMV-01122.013971150.08710.0NaN6.87.2411.7514121.55082612.481.56.80NaNNaNNaN7577.5198027653.2958683.000710.0104.199464LR199901206-Jan-2019 04:00:00 PM06-Jan-2019 04:00:00 PM
83.43277811-Jan-2019 07:14:22 AM11-Jan-2019 03:48:24 AM20.08611120.086111125.76162892.24346010-Jan-2019 07:43:14 AM10-Jan-2019 12:16:42 AMV-01221.932285164.09639.0NaN6.97.2812.7212811.54886213.511.46.84NaNNaNNaN8213.3059418295.4399413.000707.094.549547LB199901307-Jan-2019 04:00:00 PM07-Jan-2019 04:00:00 PM
93.50027812-Jan-2019 03:04:40 PM12-Jan-2019 11:34:39 AM23.57416723.574167128.54721293.03950611-Jan-2019 12:00:12 PM11-Jan-2019 04:25:39 AMV-01122.150261167.09934.0NaN6.97.2711.8926551.42323112.631.46.91NaNNaNNaN8356.0950508439.6569566.000719.095.365494LB199901708-Jan-2019 04:00:00 PM08-Jan-2019 04:00:00 PM

Last rows

Cold_Frac.5-Frac_II+III.@20%FiltrationDuration(h)Cold_Frac.5-Frac_II+III.@20%FiltrationEndTimeCold_Frac.5-Frac_II+III.@20%FiltrationStartTimeCold_Frac.5-Frac_II+III.AgingDuration(h)Cold_Frac.5-Frac_II+III.Calcs.Fr23@20pctAgingDur(hours)Cold_Frac.5-Frac_II+III.Calcs.FRII+III@20%FiltrateStepRecoveryCold_Frac.5-Frac_II+III.Calcs.FRII+III_PasteRecoveryCold_Frac.5-Frac_II+III.Eth_Addition.EndDTCold_Frac.5-Frac_II+III.Eth_Addition.StartDTCold_Frac.5-Frac_II+III.Eth_Addition.TankNrCold_Frac.5-Frac_II+III.Fibra-Cel_(g/L_CPP)(g/L_CPP)Cold_Frac.5-Frac_II+III.Fibra-Cel_Wt(kg)Cold_Frac.5-Frac_II+III.FR_II+III@20%FiltrateWeight(kg)Cold_Frac.5-Frac_II+III.Frac_II_+III_@_20%_Temp_of_of_filtrate_@end_recirculation(°C)Cold_Frac.5-Frac_II+III.FRII+III@20%_FinalpHCold_Frac.5-Frac_II+III.Initial_pHCold_Frac.5-Frac_II+III.pH_4_Buffer_Amount(L)Cold_Frac.5-Frac_II+III.pH_4_Buffer_Ratio(mL/L)Cold_Frac.5-Frac_II+III.pH_4_Buffer_Weight(kg)Cold_Frac.5-Frac_II+III.pHTiterAmount(mL)Cold_Frac.5-Frac_II+III.PostEth_pHCold_Frac.5-Frac_II+III.PostEth_pH_AdjCold_Frac.5-Frac_II+III.PostEthTemp(°C)Cold_Frac.5-Frac_II+III.PreEthTemp(°C)Cold_Frac.5-Frac_II+III.SupernatFrac_I_Vol(L)Cold_Frac.5-Frac_II+III.SupernatFrac_I_Wt(kg)Cold_Frac.5-Frac_II+III.SuspensionWeightCold_Frac.5-Frac_II+III.Weight(kg)Cold_Frac.5-Frac_II+III.WeightRatio(g/L)df_indexParameter_Set_DateUnnamed_1
474NaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNLR199947207-Oct-2019 05:00:00 PM07-Oct-2019 05:00:00 PM
475NaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNLB199947508-Oct-2019 05:00:00 PM08-Oct-2019 05:00:00 PM
476NaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNLB199947608-Oct-2019 05:00:00 PM08-Oct-2019 05:00:00 PM
477NaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNLB199947708-Oct-2019 05:00:00 PM08-Oct-2019 05:00:00 PM
478NaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNLB199947808-Oct-2019 05:00:00 PM08-Oct-2019 05:00:00 PM
479NaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNLR199947408-Oct-2019 05:00:00 PM08-Oct-2019 05:00:00 PM
480NaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNLB199945713-Oct-2019 05:00:00 PM13-Oct-2019 05:00:00 PM
481NaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNLB199945913-Oct-2019 05:00:00 PM13-Oct-2019 05:00:00 PM
482NaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNLR199942713-Oct-2019 05:00:00 PM13-Oct-2019 05:00:00 PM
483NaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNLR199945813-Oct-2019 05:00:00 PM13-Oct-2019 05:00:00 PM